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Research on Semi-active Air Suspensions of Heavy Trucks Based on a Combination of Machine Learning and Optimal Fuzzy Control

Journal Article
10-05-02-0011
ISSN: 2380-2162, e-ISSN: 2380-2170
Published March 12, 2021 by SAE International in United States
Research on Semi-active Air Suspensions of Heavy Trucks Based on a Combination of Machine Learning and Optimal Fuzzy Control
Citation: Yuan, H., Nguyen, V., and Zhou, H., "Research on Semi-active Air Suspensions of Heavy Trucks Based on a Combination of Machine Learning and Optimal Fuzzy Control," SAE Int. J. Veh. Dyn., Stab., and NVH 5(2):159-172, 2021, https://doi.org/10.4271/10-05-02-0011.
Language: English

References

  1. Zhu , H. , Yang , J. , Zhang , Y. , Feng , X. et al. Nonlinear Dynamic Model of Air Spring with a Damper for Vehicle Ride Comfort Nonlinear Dynamic 89 1545 1568 2017 https://doi.org/10.1007/s11071-017-3535-9
  2. Zhu , H. , Yang , J. , Zhang , Y. , and Feng , X. A Novel Air Spring Dynamic Model with Pneumatic Thermodynamics, Effective Friction and Viscoelastic Damping Journal of Sound and Vibration 408 87 104 2017 https://doi.org/10.1016/j.jsv.2017.07.015
  3. Chen , Y. , Ahmadian , M. , and Peterson , A. Pneumatically Balanced Heavy Truck Air Suspensions for Improved Roll Stability SAE Technical Paper 2015-01-2749 2015 https://doi.org/10.4271/2015-01-2749
  4. Chen , Y. , Peterson , W. , and Ahmadian , M. Achieving Anti-roll Bar Effect through Air Management in Commercial Vehicle Pneumatic Suspensions Vehicle System Dynamics 57 12 1775 1794 2019 https://doi.org/10.1080/00423114.2018.1552005
  5. Choi , S. , Lee , S. , and Park , Y. A Hysteresis Model for the Field-Dependent Damping Force of a Magnetorheological Damper Journal of Sound and Vibration 245 2 375 383 2001 https://doi.org/10.1006/jsvi.2000.3539
  6. Shi , X. and Cai , C. Simulation of Dynamic Effects of Vehicles on Pavement Using a 3D Interaction Model Journal of Transportation Engineering 135 10 736 744 2009 https://doi.org/10.1061/(ASCE)TE.1943-5436.0000045
  7. Buhari , R. , Rohani , M. , and Abdullah , M. Dynamic Load Coefficient of Tyre Forces from Truck Axles Applied Mechanics and Materials 405-408 1900 1911 2013 https://doi.org/10.4028/www.scientific.net/AMM.405-408.1900
  8. Xie , Z. , Wong , P. , Zhao , J. , Xu , T. et al. A Noise-Insensitive Semi-active Air Suspension for Heavy-Duty Vehicles with an Integrated Fuzzy-Wheelbase Preview Control Mathematical Problems in Engineering 2013 1 13 2013 https://doi.org/10.1155/2013/121953
  9. Nguyen , V. , Jiao , R. , and Zhang , J. Control Performance of Damping and Air Spring of Heavy Truck Air Suspension System with Optimal Fuzzy Control SAE Int. J. Veh. Dyn., Stab., and NVH 4 2 179 194 2020 https://doi.org/10.4271/10-04-02-0013
  10. Yoshimura , T. , Isari , Y. , Li , Q. , and Hino , J. Active Suspension of Motor Coaches Using Skyhook Damper and Fuzzy Logic Control Control Engineering Practice 5 2 175 184 1997 https://doi.org/10.1016/S0967-0661(97)00224-4
  11. Pekgökgöz , R. , Gürel , M. , Bilgehan , M. , and Kısa , M. Active Suspension of Cars Using Fuzzy Logic Controller Optimized by Genetic Algorithm Int J Adv Eng Sci Appl Math 2 4 27 37 2010
  12. Chen , Y. , Wang , Z. , Qiu , J. , and Huang , H. Hybrid Fuzzy Skyhook Surface Control Using Multi-objective Microgenetic Algorithm for Semi-active Vehicle Suspension System Ride Comfort Stability Analysis Journal of Dynamic Systems, Measurement, and Control 134 4 1 14 2012 https://doi.org/10.1115/1.4006220
  13. Félix-Herrán , L. , Mehdi , D. , Rodríguez-Ortizc , J. , Soto , R. et al. H inf Control of a Suspension with a Magnetorheological Damper International Journal of Control 85 8 1026 1038 2012 https://doi.org/10.1080/00207179.2012.674216
  14. Qazi , A. , Silva , C. , Khan , A. , and Khan , M. Performance Analysis of a Semiactive Suspension System with Particle Swarm Optimization and Fuzzy Logic Control The Scientific World Journal 174102 1 12 2014 https://doi.org/10.1155/2014/174102
  15. Kasemi , B. , Muthalif , A. , Rashid , M. , and Fathima , S. Fuzzy-PID Controller for Semi-Active Vibration Control Using Magnetorheological Fluid Damper Procedia Engineering 41 1221 1227 2012 https://doi.org/10.1016/j.proeng.2012.07.304
  16. Wang , W. , Song , Y. , Xue , Y. , Jin , H. et al. An Optimal Vibration Control Strategy for a Vehicle’s Active Suspension Based on Improved Cultural Algorithm Applied Soft Computing Journal 28 167 174 2015 https://doi.org/10.1016/j.asoc.2014.11.047
  17. Nguyen , V. , Zhang , J. , and Yang , X. Low-Frequency Performance Analysis of Semi-Active Cab’s Hydraulic Mounts of an Off-Road Vibratory Roller Shock and Vibration 2019 1 15 2019 https://doi.org/10.1155/2019/8725382
  18. Nguyen , V. , Zhang , J. , Le , V. et al. Performance Analysis of Air Suspension System of Heavy Truck with Semi-Active Fuzzy Control Journal of Southeast University 33 2 159 165 2017 https://doi.org/10.3969/j.issn.1003-7985.2017.02.006
  19. Hossain , A. , Rahman , A. , and Mohiuddin , A. Fuzzy Evaluation for an Intelligent Air-Cushion Tracked Vehicle Performance Investigation Journal of Terramechanics 49 73 80 2012 https://doi.org/10.1016/j.jterra.2011.08.002
  20. Georgios , T. , Charles , W. , and Emanuele , G. Hybrid Balance Control of a Magnetorheological Truck Suspension Journal of Sound and Vibration 317 514 536 2008 https://doi.org/10.1016/j.jsv.2008.03.040
  21. Jang , J. ANFIS: Adaptive-Network Based Fuzzy Inference Systems IEEE Transactions on Systems, Man, and Cybernetics 23 3 665 685 1993 https://doi.org/10.1016/j.apor.2003.06.001
  22. Jang , J. and Sun , C. Neuro-Fuzzy and Soft Computing: A Computational Approach to Learning and Machine Intelligence [Books in Brief] IEEE Transactions on Neural Networks 8 5 1219 1219 1997 https://doi.org/10.1109/TNN.1997.623228
  23. Noriko and Ugaji Fuzzy Logic Toolbox for MATLAB Journal of Japan Society for Fuzzy Theory and Systems 7 2 279 281 1995 https://doi.org/10.3156/jfuzzy.7.2_279
  24. Fox , M. , Roebuck , R. , and Cebon , D. Modelling Rolling-Lobe Air Springs International Journal of Heavy Vehicle Systems 14 3 254 270 2007 https://doi.org/10.1504/IJHVS.2007.015603
  25. ISO 8068 1995
  26. Cole , D. and Cebon , D. Truck Suspension Design to Minimise Road Damage IMechE. J. Auto. Eng 210 95 107 1996 https://doi.org/10.1243/pime_proc_1996_210_251_02
  27. International Organization for Standardization 1997
  28. Woodrooffe , J. , Le , B. , and Le , P. 1986
  29. Kaldas , M. , Çalışkan , K. , Henze , R. , and Küçükay , F. Rule Optimized Fuzzy Logic Controller for Full Vehicle Semi-Active Suspension SAE Int. J. Passeng. Cars - Mech. Syst. 6 1 332 344 2013 https://doi.org/10.4271/2013-01-0991
  30. Mamdani , E. Advances in the Linguistic Synthesis of Fuzzy Controllers Int. J. Man-Mach. Stud. 8 1 669 678 1976
  31. SAE 2019 https://doi.org/10.4271/J2834_201910
  32. Gillespie , T. and Karramihas , S. Simplified Models for Truck Dynamic Response to Road Inputs International Journal Vehicle System 7 1 52 63 2000 https://doi.org/10.1504/IJHVS.2000.004450

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